Concepts and Categories Lecture 21 1 Learning, Perception, and Memory Rely on Thinking • Learning – Classical Conditioning • How can I predict some event? – Instrumental Conditioning • How can I control that event? • Perception – What is out there? Where is it? What is it doing? • Memory – What happened in the past? 2 “Every act of perception is an act of categorization” Bruner (1957) [paraphrase] • Fundamental Cognitive Process – Perceptual Identification... • Of Individual Object – Categorization... • As Belonging in Same Class as Other Objects • Categorical Knowledge is Part of Semantic Memory 3 Categories and Concepts • Enumeration • Rule • Attributes – Perceptual – Functional – Relational 4 Classical View of Categorization Aristotle, Categories (in the Organon, 4th C. BCE) Categories are Proper Sets • Defining Features – Singly Necessary – Jointly Sufficient 5 Defining Features • Geometrical Figures – Triangles • 2 Dimensions, 3 Sides, and 3 Angles – Quadrilaterals • 2 Dimensions, 4 Sides, and 4 Angles • Animals – Birds • Vertebrate, Warm-Blooded, Feathers, Wings – Fish • Vertebrate, Cold-Blooded, Scales, Fins 6 Categories as Proper Sets Aristotle, On Categories, etc. • Defining Features • Vertical Arrangement into Hierarchies – Perfect Nesting • Superordinate (Supersets) • Subordinate (Subsets) 7 Geometric Figures 8 Subcategories of Triangles • Classified by Length of Sides – Equilateral – Isosceles – Scalene • Classified by Internal Angles – Right – Oblique • Obtuse • Acute 9 Subcategories of Quadrilaterals • Trapeziums • Trapezoids • Parallelograms – Rhomboids • Rhombuses – Rectangles • Squares 10 Biological Taxonomy Linnaeus (1758) • Kingdom • Animalia Pioneer 10 • Phylum • Chordata • Class • Mammalia • Order • Primates • Family • Hominidae • Genus • Homo • Species • Sapiens • Subspecies • Sapiens 11 Categories as Proper Sets Aristotle, On Categories, etc. • Defining Features • Vertical Arrangement into Hierarchies • Horizontal Relations – “All or None” – Sharp Boundaries 12 Geometrical Figures Point Line Plane Solid Triangle Quadrilateral (etc.) Equilateral Isosceles Scalene Trapezium Trapezoid Parallelogram Right Oblique Rhomboid Rectangle Acute Obtuse Square Not-Square 13 Categories as Proper Sets Aristotle, On Categories, etc. • Defining Features • Vertical Arrangement into Hierarchies • Horizontal Relations “All or None” • Homogeneous Internal Structure – All Instances Are Equally Good • All Share Same Set of Defining Features 14 Quadrilaterals Wikipedia 15 Algorithms for Categorization • Defining a Category – Determine Defining Features • Shared by All Members • Categorize an Object – Analyze Features of Object • Perception – Retrieve Defining Features of Category • Memory – Match Object Features to Defining Features • If Match, Assign Object to Category 16 Problems with Classical View of Categories as Proper Sets • Disjunctive Categories – Baseball Strike • Swing and Miss • Pitch in Strike Zone • Foul Ball • Called Strike – Jazz • Blues • Swing (Standards) 17 Problems with Classical View of Categories as Proper Sets • Disjunctive Categories • Unclear Category Membership – Is a Rug an Article of Furniture? – Is a Pickle a Vegetable? 18 Is a Tomato a Fruit or a Vegetable? Nix v. Hedden (1893) • Tariff Act of 1883 – Duty on Vegetables “In Natural State” – No Duty on Fruits • Customs Collector for Port of New York – Declared Tomatoes to be Vegetables • International Tomato Cartel – Sued, Took Case to US Supreme Court • Justice Gray, for a Unanimous Court 19 Problems with Classical View of Categories as Proper Sets • Disjunctive Categories • Unclear Category Membership • Difficult to Specify Defining Features – Required to Define Category – Required to Assign Category Membership The Concept of GAME (Wittgenstein (1953) Eyes of Santa Clara 20 Problems with Classical View of Categories as Proper Sets • Disjunctive Categories • Unclear Category Membership • Difficult to Specify Defining Features • Imperfect Nesting – “Tangled Hierarchy” 21 Category Verification Smith, Shoben, & Rips (1973) Bird/Mammal Animal 1.75 Animal 1.5 1.25 1 Bird Mammal 0.75 0.5 Response Latency (secs) Response Latency 0.25 Sparrow Chicken Dog Pig 0 Sparrow/Chicken Dog/Pig 22 Problems with Classical View of Categories as Proper Sets • Disjunctive Categories • Unclear Category Membership • Difficult to Specify Defining Features • Imperfect Nesting • Variations in Typicality – Birds: Sparrow vs. Chicken 23 “Typicality” Ratings Rosch (1975) • Vegetable Pea, 1.07 • Bird • Furniture Corn, 1.55 Tomato, 2.23 Sparrow, 1.18 Chair, 1.10 Pickle, 4.57 Owl, 2.96 Desk, 1.54 Chicken, 4.02 Rug, 5.0 • Fruit Penguin, 4.53 Ashtray, 6.35 Orange, 1.07 Cherry, 1.82 Pickle, 4.57 Tomato, 5.58 24 “Typicality” Ratings Armstrong, Gleitman, & Gleitman (1983) • Even Number • Female 4, 1.1 Mother, 1.7 10, 1.7 Housewife, 2.4 18, 2.6 Princess, 3.0 106, 3.9 Policewoman, 3.9 • Odd Number • Plane Geometry Figure 3, 1.6 Square, 1.3 23, 2.4 Rectangle, 1.9 501, 3.5 Circle, 2.1 447, 3.7 Ellipse, 3.4 25 Typicality Effects in Categorization Smith, Rips, & Shoben (1974) 700 650 600 550 500 450 Response Latency (msec) Latency Response 400 High Medium Low Typicality 26 Implications of Problems with Classical View of Categories • These problems would not occur if categories were represented as proper sets • Therefore, people must do something else when they induce concepts or deduce category membership • Apparently, concepts are not structured like proper sets after all! 27 “Prototype” View: Categories as Fuzzy Sets Rosch (1975) • No Defining Features – Probabilistic Relationship • Central vs. Peripheral • Family Resemblance • Category Based on Similarity to Prototype – Many Features Central to Category Membership – Few Features Central to Membership in Contrasting Categories • Permits Heterogeneity Within Category – Typicality Effects 28 Problems with the Classical View of Categories Solved by the Prototype View Rosch & Mervis (1975); Rosch et al. (1976) • Disjunctive Categories • Unclear Category Membership • Difficult to Specify Defining Features • Imperfect Nesting • Variations in Typicality 29 Alternative “Exemplar” View Medin & Schaffer (1978) • Abandons Features – No Defining or Characteristic Features • Concept as List of Members – Salient Examples of Category • Compare Object to List of Exemplars – Categorization Still Based on Similarity 30 Problems with Similarity After Medin & Shoben (1988); see also Medin et al. (1993) 31 gsx.com; madiganillustration.com The Theory (Knowledge-Based) View Murphy & Medin (1985); Murphy (2002) Concept : Instance :: Theory : Data • Instances Not Bound Together by Similarity – At Very Least, “Similarity” is Flexible – Categorization Explains Similarity Judgments • Concepts Organized by Theory of Domain – “Explanatory Relationship” Between Concept, Instance • Categorization Based on Knowledge, Not Similarity 32 Implications of Categorization • Logically, Categories are Structured as Proper Sets – Represented by Defining Features • Psychologically, Categories are Structured as “Fuzzy” Sets – Represented by Prototypes, Exemplars – Representations Differ by Expertise • Principles of Reasoning Do Not Necessarily Follow the Principles of Formal Logic – Cannot be Discovered by Reason Alone 33.